slim-rpcache-ornith-1.0-9b

LM-STUDIO GGUF

qwen35 · 9B · BF16

Good

Jul 4, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor

gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

Global Score

79 vs 85

Hardware Fit

78 vs 64

Quality Score

79 vs 94

Hardware

slim-rpcache-ornit… gemma-4-31b-it-mlx

MachineASUSMacBook Pro

CPUAMD Ryzen 7 7800X3D 8-Core ProcessorApple M4 Max

Cores1616

RAM31 GB128 GB

GPUNVIDIA GeForce RTX 4090, RaphaelApple M4 Max

OScachyos rollingmacOS 26.5.2

Archx64arm64

Power Modeperformancebalanced

Performance

slim-rpcache-ornit… gemma-4-31b-it-mlx

Tokens/sec52.313.6

First chunk11 ms16 ms

TTFT177 ms558 ms

Load timeN/A12.3 s

Memory usage25.6 GB0.0 GB

Memory %84%0%

HW Fit Score Breakdown

slim-rpcache-ornith-1.0…

Speed

50/50

TTFT

20/20

Memory

8/30

gemma-4-31b-it-mlx

Speed

14/50

TTFT

20/20

Memory

30/30

Quality

slim-rpcache-ornith-1.0…

Reasoning

16/20

Coding

16/20

Instruction

14/20

Structured

14/15

Math

9/15

Multilingual

10/10

Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong

gemma-4-31b-it-mlx

Reasoning

19/20

Coding

19/20

Instruction

18/20

Structured

15/15

Math

14/15

Multilingual

9/10

Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

View slim-rpcache-ornit… details | View gemma-4-31b-it-mlx details

Run yours and compare

$ npm install -g metrillm@latest

$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest